Evidence map›Paper›PMID 42095181›Full record

ArticleFrontiers in endocrinology2026

Development and validation of a diagnostic nomogram for Wagner grade≥2 diabetic foot ulcers in hospitalized patients with type 2 diabetes.

Jinying Zhang, Xuesong Jiang, Yan Li, Jiayu Lin

Abstract readValidation Study
In one paragraph

Article in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Jinying Zhang *Department of Geriatrics, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China.
Xuesong Jiang *Department of Orthopedics, Quanzhou Southeast Hospital, Quanzhou, China.
Yan LiDepartment of Endocrinology, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China.
Jiayu LinDepartment of Endocrinology, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Diabetic foot ulcers (DFUs) represent a severe and prevalent complication of diabetes, contributing to substantial disability and elevated mortality. This study aimed to develop and validate a diagnostic nomogram for Wagner Grade ≥2 DFUs in hospitalized patients with type 2 diabetes (T2DM). Methods: This retrospective cohort study included 510 hospitalized patients with T2DM treated at the Second Affiliated Hospital of Fujian Medical University between January 2023 and December 2025, of whom 248 had Wagner Grade ≥2 DFUs. Patients were randomly divided into a training set (n=357) and an internal validation set (n=153) in a 7:3 ratio. Univariate and multivariate logistic regression analyses were performed to identify independent risk factors and construct a diagnostic nomogram. Model performance was evaluated using receiver operating characteristic (ROC) curves, calibration curves, decision curve analysis (DCA), and clinical impact curves. External validation was performed in an independent cohort of 154 patients from Quanzhou Southeast Hospital, including 86 with Wagner Grade ≥2 DFUs. Results: The nomogram incorporated four independent predictors: Angle α, K time, platelet count (PLT), and lymphocyte count. The model exhibited excellent discrimination in the training set (area under the curve [AUC] = 0.940, 95% confidence interval [CI]: 0.916-0.965) and internal validation set (AUC = 0.914, 95% CI: 0.870-0.956), with modest discrimination in the external validation set (AUC = 0.690, 95% CI: 0.604-0.775). Calibration curves demonstrated strong concordance between predicted and observed probabilities. DCA and clinical impact curves confirmed substantial clinical utility across all cohorts. Conclusion: This nomogram, integrating thromboelastography parameters and hematological indicators, provides a practical tool for identifying the presence of Wagner Grade ≥2 DFUs in hospitalized patients with T2DM, supporting early risk stratification and informed clinical decision-making.

Indexed as

Diabetes Mellitus, Type 2Diabetic FootNomogramsAgedFemaleHospitalizationHumansMaleMiddle AgedRetrospective StudiesRisk FactorsROC Curvediabetic foot ulcerlogistic regressionnomogramthromboelastographytype 2 diabetes

Identifiers

PMID42095181
PMCPMC13138917

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